An automated pipeline that ingests raw technical demo videos from YouTube, distills their content into a structured knowledge base, and makes it searchable. Turning scattered video into queryable data won it first place in the inaugural Free Edition hackathon spanning 16 countries.
Video is the asset that accumulates fastest inside an organisation and gets searched least. Turning it into structured, queryable knowledge lands squarely on the story the hosting company has told about its own platform for years, which reads as depth rather than opportunism. The free-tier framing matters too: the pipeline had to hold together without generous compute, so anyone can reproduce the same steps.
Summaries are written by this site. Project pages include demo videos, screenshots and the team's own write-up (videos may autoplay).